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@aaronkub
Created July 31, 2018 00:01
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feature_to_coef = {
word: coef for word, coef in zip(
cv.get_feature_names(), final_model.coef_[0]
)
}
for best_positive in sorted(
feature_to_coef.items(),
key=lambda x: x[1],
reverse=True)[:5]:
print (best_positive)
# ('excellent', 0.9288812418118644)
# ('perfect', 0.7934641227980576)
# ('great', 0.675040909917553)
# ('amazing', 0.6160398142631545)
# ('superb', 0.6063967799425831)
for best_negative in sorted(
feature_to_coef.items(),
key=lambda x: x[1])[:5]:
print (best_negative)
# ('worst', -1.367978497228895)
# ('waste', -1.1684451288279047)
# ('awful', -1.0277001734353677)
# ('poorly', -0.8748317895742782)
# ('boring', -0.8587249740682945)
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